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A/KAI Kills What?

Task // O*NET task

Very low exposure · 1 occupations · 0 evidence

Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource…

Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.

Task automation exposure

15/100

Very low exposure

Exposure basis

[v4/median] score 15 (raw 15 | A 15 / B 15 / C 15 | modality: other) While AI can process geotechnical data and generate preliminary reports, the task requires on-site physical inspection, nuanced judgment of complex local conditions, and high-stakes professional liability that current software cannot autonomously fulfill at a professional standar (capable: None - human-led)

0 capabilities · 1 occupations

Basis

How exposure was assessed

[v4/median] score 15 (raw 15 | A 15 / B 15 / C 15 | modality: other) While AI can process geotechnical data and generate preliminary reports, the task requires on-site physical inspection, nuanced judgment of complex local conditions, and high-stakes professional liability that current software cannot autonomously fulfill at a professional standar (capable: None - human-led)

Automation exposure15/100

How much of this task's output current AI can produce or substantially assist.

Strongest applicable capability0/100

Best current model strength on any capability this task requires.

This is an assessment of technical feasibility plus published evidence - not a forecast. Even fully automatable tasks are often not automated, because of cost, verification, liability, regulation or the fact that the task is bundled with other work.

Occupations

Occupations that perform this task (1)

Importance is the O*NET-style weight of this task within each occupation. The same task can be highly exposed but peripheral to one job and core to another.

Occupations performing Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource…, with task importance and exposure.
OccupationIndustryImportanceRoleOccupation AI exposure
Geoscientists, Except Hydrologists and GeographersCross-industry3.8/5core8

Evidence

Evidence (0)

No evidence item is mapped to this specific task yet. The exposure figure above rests on the v1 editorial baseline and on the capability assessment, and should be treated as low-confidence. Pages with fewer than 0 evidence items are excluded from sitemaps.